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LeHaMoC: a versatile time-dependent lepto-hadronic modeling code for high-energy astrophysical sources

High Energy Astrophysical Phenomena · Submitted 11 Aug 2023

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim LeHaMoC is easily customized to model a variety of high-energy astrophysical sources and has the potential to become a widely utilized tool in multi-messenger astrophysics.

how it is stated · hedged possibility 0.65 read the record →

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arXiv ID2308.06174 (version 2)
Pith IDFQMWZJKZ, Pith's permanent record of this paper and its review
CitationA. Mastichiadis, G. Vasilopoulos, M. Petropoulou, S. I. Stathopoulos. "LeHaMoC: a versatile time-dependent lepto-hadronic modeling code for high-energy astrophysical sources." arXiv:2308.06174 (2023). https://pith.science/paper/FQMWZJKZ
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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 8,379 input tokens.

What the abstract itself states, as probabilities: claims first 0.05 · states limitation 0.17 · human participants 0.01 · controlled comparison 0.29 · randomized assignment 0.01 · states quantitative result 0.95 · compares with prior results 0.97 · mentions code or data availability 0.07.

The abstract, sentence by sentence

arXiv listing abstract v2. Results and the main claim are underlined; .

Recent associations of high-energy neutrinos with active galactic nuclei (AGN) have revived the interest in leptohadronic models of radiation from astrophysical sources. The rapid increase in the amount of acquired multi-messenger data will require soon fast numerical models that may be applied to large source samples. We develop a time-dependent leptohadronic code, LeHaMoC, that offers several notable benefits compared to other existing codes, such as versatility and speed. LeHaMoC solves the Fokker-Planck equations of photons and relativistic particles (i.e. electrons, positrons, protons, and neutrinos) produced in a homogeneous magnetized source that may also be expanding. The code utilizes a fully implicit difference scheme that allows fast computation of steady-state and dynamically evolving physical problems. We first present test cases where we compare the numerical results obtained with LeHaMoC against exact analytical solutions and numerical results computed with ATHE$\nu$A, a well-tested code of similar philosophy but different numerical implementation. We find a good agreement (within 10-30%) with the numerical results obtained with ATHE$\nu$A without evidence of systematic differences. We then demonstrate the capabilities of the code through illustrative examples. First, we fit the spectral energy distribution from a jetted AGN in the context of a synchrotron-self Compton model and a proton-synchrotron model using Bayesian inference. Second, we compute the high-energy neutrino signal and the electromagnetic cascade induced by hadronic interactions in the corona of NGC 1068. LeHaMoC is easily customized to model a variety of high-energy astrophysical sources and has the potential to become a widely utilized tool in multi-messenger astrophysics.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 Recent associations of high-energy neutrinos with active galactic nuclei (AGN) have revived the interest in leptohadronic models of radiation from astrophysical sources. background 1.00 0.04 0.03 asserted 0.98
s1 The rapid increase in the amount of acquired multi-messenger data will require soon fast numerical models that may be applied to large source samples. background 0.64 0.05 0.03 hedged possibility 0.83
s2 We develop a time-dependent leptohadronic code, LeHaMoC, that offers several notable benefits compared to other existing codes, such as versatility and speed. contribution 1.00 0.95 0.29 asserted 0.99
s3 LeHaMoC solves the Fokker-Planck equations of photons and relativistic particles (i.e. electrons, positrons, protons, and neutrinos) produced in a homogeneous magnetized source that may also be expanding. method 0.95 0.75 0.05 asserted 0.94
s4 The code utilizes a fully implicit difference scheme that allows fast computation of steady-state and dynamically evolving physical problems. method 0.99 0.73 0.05 asserted 0.99
s5 We first present test cases where we compare the numerical results obtained with LeHaMoC against exact analytical solutions and numerical results computed with ATHE$\nu$A, a well-tested code of similar philosophy but different numerical implementation. method 0.81 0.94 0.04 asserted 0.84
s6 We find a good agreement (within 10-30%) with the numerical results obtained with ATHE$\nu$A without evidence of systematic differences. result 0.99 0.97 0.13 asserted 1.00
s7 We then demonstrate the capabilities of the code through illustrative examples. contribution 0.79 0.85 0.04 asserted 0.99
s8 First, we fit the spectral energy distribution from a jetted AGN in the context of a synchrotron-self Compton model and a proton-synchrotron model using Bayesian inference. contribution 0.74 0.96 0.06 asserted 1.00
s9 Second, we compute the high-energy neutrino signal and the electromagnetic cascade induced by hadronic interactions in the corona of NGC 1068. contribution 0.76 0.95 0.05 asserted 1.00
s10 LeHaMoC is easily customized to model a variety of high-energy astrophysical sources and has the potential to become a widely utilized tool in multi-messenger astrophysics. interpretation 0.75 0.36 0.66 hedged possibility 0.65

What kind of paper the classifier reports this is: method or tool 1.00 · evidence from simulation or computation 1.00.

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Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

Recent associations of high-energy neutrinos with active galactic nuclei (AGN) have revived the interest in leptohadronic models of radiation from astrophysical sources. The rapid increase in the amount of acquired multi-messenger data will require soon fast numerical models that may be applied to large source samples. We develop a time-dependent leptohadronic code, LeHaMoC, that offers several notable benefits compared to other existing codes, such as versatility and speed. LeHaMoC solves the Fokker-Planck equations of photons and relativistic particles (i.e. electrons, positrons, protons, and neutrinos) produced in a homogeneous magnetized source that may also be expanding. The code utilizes a fully implicit difference scheme that allows fast computation of steady-state and dynamically evolving physical problems. We first present test cases where we compare the numerical results obtained with LeHaMoC against exact analytical solutions and numerical results computed with ATHE$\nu$A, a well-tested code of similar philosophy but different numerical implementation. We find a good agreement (within 10-30%) with the numerical results obtained with ATHE$\nu$A without evidence of systematic differences. We then demonstrate the capabilities of the code through illustrative examples. First, we fit the spectral energy distribution from a jetted AGN in the context of a synchrotron-self Compton model and a proton-synchrotron model using Bayesian inference. Second, we compute the high-energy neutrino signal and the electromagnetic cascade induced by hadronic interactions in the corona of NGC 1068. LeHaMoC is easily customized to model a variety of high-energy astrophysical sources and has the potential to become a widely utilized tool in multi-messenger astrophysics.

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9 arXiv papers cite this in 19 sentences

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

Papers citing it · 11 sentences without a confident label

Uses its method or tool 4 papers
Uses its data or values 1 paper
Compares with it 2 papers
  • When compared to the fitting results obtained with a leptonic code, the posterior distributions of parameters obtained by the GRU and [ref] are identical in terms of median values, standard deviation and overall distribution shape as shown in the corner plot of Fig. [ref].

    Application of neural networks to synchro-Compton blazar emission models · Observed SEDs · 0.98

  • In addition to synchrotron cooling, this time we included Compton cooling for electrons, which increased the execution time but, after some optimizations, we were able to reach speeds (approximately a few seconds) comparable with other leptonic codes (e.g., [ref] ).

    Stochastic acceleration in Extreme TeV BL Lacs through MCMC · The model · 0.83

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